Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	1593
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	219
Duplicate rows (%)	13.7%
Total size in memory	174.2 KiB
Average record size in memory	112.0 B

Variable types

Categorical	1
Numeric	12

Alerts

`type` has constant value "Syrah"	Constant
Dataset has 219 (13.7%) duplicate rows	Duplicates
`citric acid` is highly overall correlated with `fixed acidity` and 2 other fields	High correlation
`density` is highly overall correlated with `fixed acidity`	High correlation
`fixed acidity` is highly overall correlated with `citric acid` and 2 other fields	High correlation
`free sulfur dioxide` is highly overall correlated with `total sulfur dioxide`	High correlation
`pH` is highly overall correlated with `citric acid` and 1 other fields	High correlation
`total sulfur dioxide` is highly overall correlated with `free sulfur dioxide`	High correlation
`volatile acidity` is highly overall correlated with `citric acid`	High correlation
`citric acid` has 132 (8.3%) zeros	Zeros

Reproduction

Analysis started	2024-10-09 01:09:26.195875
Analysis finished	2024-10-09 01:09:44.929066
Duration	18.73 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

type
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.9 KiB

Syrah	1593

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	7965
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Syrah
2nd row	Syrah
3rd row	Syrah
4th row	Syrah
5th row	Syrah

Common Values

Value	Count	Frequency (%)
Syrah	1593	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
syrah	1593	100.0%

Most occurring characters

Value	Count	Frequency (%)
S	1593	20.0%
y	1593	20.0%
r	1593	20.0%
a	1593	20.0%
h	1593	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7965	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	1593	20.0%
y	1593	20.0%
r	1593	20.0%
a	1593	20.0%
h	1593	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7965	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	1593	20.0%
y	1593	20.0%
r	1593	20.0%
a	1593	20.0%
h	1593	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7965	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	1593	20.0%
y	1593	20.0%
r	1593	20.0%
a	1593	20.0%
h	1593	20.0%

fixed acidity
Real number (ℝ)

HIGH CORRELATION

Distinct	96
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3195229

Minimum	4.6
Maximum	15.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	4.6
5-th percentile	6.1
Q1	7.1
median	7.9
Q3	9.2
95-th percentile	11.8
Maximum	15.9
Range	11.3
Interquartile range (IQR)	2.1

Descriptive statistics

Standard deviation	1.7381441
Coefficient of variation (CV)	0.20892353
Kurtosis	1.1541798
Mean	8.3195229
Median Absolute Deviation (MAD)	1
Skewness	0.98709748
Sum	13253
Variance	3.021145
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.2	67	4.2%
7.1	57	3.6%
7.8	53	3.3%
7.5	52	3.3%
7	50	3.1%
7.7	49	3.1%
6.8	46	2.9%
7.6	46	2.9%
8.2	45	2.8%
7.4	43	2.7%
Other values (86)	1085	68.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.6	1	0.1%
4.7	1	0.1%
4.9	1	0.1%
5	6	0.4%
5.1	4	0.3%
5.2	6	0.4%
5.3	3	0.2%
5.4	5	0.3%
5.5	1	0.1%
5.6	14	0.9%

Value	Count	Frequency (%)
15.9	1	0.1%
15.6	2	0.1%
15.5	2	0.1%
15	2	0.1%
14.3	1	0.1%
14	1	0.1%
13.8	1	0.1%
13.7	2	0.1%
13.5	1	0.1%
13.4	1	0.1%

volatile acidity
Real number (ℝ)

HIGH CORRELATION

Distinct	142
Distinct (%)	8.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52747646

Minimum	0.12
Maximum	1.58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.12
5-th percentile	0.27
Q1	0.39
median	0.52
Q3	0.64
95-th percentile	0.84
Maximum	1.58
Range	1.46
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.17905874
Coefficient of variation (CV)	0.339463
Kurtosis	1.238018
Mean	0.52747646
Median Absolute Deviation (MAD)	0.12
Skewness	0.67445156
Sum	840.27
Variance	0.032062032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	47	3.0%
0.5	46	2.9%
0.43	43	2.7%
0.59	39	2.4%
0.36	38	2.4%
0.58	38	2.4%
0.4	37	2.3%
0.38	35	2.2%
0.49	35	2.2%
0.39	35	2.2%
Other values (132)	1200	75.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.12	3	0.2%
0.16	2	0.1%
0.18	10	0.6%
0.19	2	0.1%
0.2	3	0.2%
0.21	6	0.4%
0.22	6	0.4%
0.23	5	0.3%
0.24	13	0.8%
0.25	7	0.4%

Value	Count	Frequency (%)
1.58	1	0.1%
1.33	2	0.1%
1.24	1	0.1%
1.185	1	0.1%
1.18	1	0.1%
1.13	1	0.1%
1.115	1	0.1%
1.09	1	0.1%
1.07	1	0.1%
1.04	3	0.2%

citric acid
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	80
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27116133

Minimum	0
Maximum	1
Zeros	132
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.09
median	0.26
Q3	0.42
95-th percentile	0.6
Maximum	1
Range	1
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	0.1949545
Coefficient of variation (CV)	0.71896128
Kurtosis	-0.79113534
Mean	0.27116133
Median Absolute Deviation (MAD)	0.17
Skewness	0.31731914
Sum	431.96
Variance	0.038007256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	132	8.3%
0.49	68	4.3%
0.24	51	3.2%
0.02	49	3.1%
0.26	38	2.4%
0.1	35	2.2%
0.08	33	2.1%
0.01	33	2.1%
0.32	32	2.0%
0.21	32	2.0%
Other values (70)	1090	68.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	132	8.3%
0.01	33	2.1%
0.02	49	3.1%
0.03	30	1.9%
0.04	29	1.8%
0.05	20	1.3%
0.06	24	1.5%
0.07	22	1.4%
0.08	33	2.1%
0.09	30	1.9%

Value	Count	Frequency (%)
1	1	0.1%
0.79	1	0.1%
0.78	1	0.1%
0.76	3	0.2%
0.75	1	0.1%
0.74	4	0.3%
0.73	3	0.2%
0.72	1	0.1%
0.71	1	0.1%
0.7	2	0.1%

residual sugar
Real number (ℝ)

Distinct	91
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.53801

Minimum	0.9
Maximum	15.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.9
5-th percentile	1.6
Q1	1.9
median	2.2
Q3	2.6
95-th percentile	5.1
Maximum	15.5
Range	14.6
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	1.4098353
Coefficient of variation (CV)	0.55548848
Kurtosis	28.746371
Mean	2.53801
Median Absolute Deviation (MAD)	0.3
Skewness	4.5559806
Sum	4043.05
Variance	1.9876357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	156	9.8%
1.8	129	8.1%
2.2	129	8.1%
2.1	128	8.0%
1.9	117	7.3%
2.3	109	6.8%
2.4	86	5.4%
2.5	84	5.3%
2.6	79	5.0%
1.7	76	4.8%
Other values (81)	500	31.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9	2	0.1%
1.2	8	0.5%
1.3	5	0.3%
1.4	33	2.1%
1.5	30	1.9%
1.6	58	3.6%
1.65	2	0.1%
1.7	76	4.8%
1.75	2	0.1%
1.8	129	8.1%

Value	Count	Frequency (%)
15.5	1	0.1%
15.4	2	0.1%
13.9	1	0.1%
13.8	2	0.1%
13.4	1	0.1%
12.9	1	0.1%
11	2	0.1%
10.7	1	0.1%
9	1	0.1%
8.9	1	0.1%

chlorides
Real number (ℝ)

Distinct	153
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.087500942

Minimum	0.012
Maximum	0.611
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.012
5-th percentile	0.054
Q1	0.07
median	0.079
Q3	0.09
95-th percentile	0.1264
Maximum	0.611
Range	0.599
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.047140269
Coefficient of variation (CV)	0.53874013
Kurtosis	41.583148
Mean	0.087500942
Median Absolute Deviation (MAD)	0.01
Skewness	5.6728344
Sum	139.389
Variance	0.0022222049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08	66	4.1%
0.074	54	3.4%
0.076	51	3.2%
0.078	51	3.2%
0.084	49	3.1%
0.071	47	3.0%
0.077	47	3.0%
0.082	46	2.9%
0.075	45	2.8%
0.079	43	2.7%
Other values (143)	1094	68.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.012	2	0.1%
0.034	1	0.1%
0.038	2	0.1%
0.039	4	0.3%
0.041	4	0.3%
0.042	3	0.2%
0.043	1	0.1%
0.044	5	0.3%
0.045	4	0.3%
0.046	4	0.3%

Value	Count	Frequency (%)
0.611	1	0.1%
0.61	1	0.1%
0.467	1	0.1%
0.464	1	0.1%
0.422	1	0.1%
0.415	3	0.2%
0.414	2	0.1%
0.413	1	0.1%
0.403	1	0.1%
0.401	1	0.1%

free sulfur dioxide
Real number (ℝ)

HIGH CORRELATION

Distinct	60
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.875706

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	7
median	14
Q3	21
95-th percentile	35
Maximum	72
Range	71
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.466847
Coefficient of variation (CV)	0.65929964
Kurtosis	2.025542
Mean	15.875706
Median Absolute Deviation (MAD)	7
Skewness	1.2517975
Sum	25290
Variance	109.55489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	136	8.5%
5	104	6.5%
10	79	5.0%
15	78	4.9%
12	75	4.7%
7	71	4.5%
9	62	3.9%
17	60	3.8%
11	59	3.7%
16	59	3.7%
Other values (50)	810	50.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	0.2%
2	1	0.1%
3	49	3.1%
4	41	2.6%
5	104	6.5%
5.5	1	0.1%
6	136	8.5%
7	71	4.5%
8	56	3.5%
9	62	3.9%

Value	Count	Frequency (%)
72	1	0.1%
68	2	0.1%
66	1	0.1%
57	1	0.1%
55	2	0.1%
54	1	0.1%
53	1	0.1%
52	3	0.2%
51	4	0.3%
50	2	0.1%

total sulfur dioxide
Real number (ℝ)

HIGH CORRELATION

Distinct	144
Distinct (%)	9.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.391714

Minimum	6
Maximum	289
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	6
5-th percentile	11
Q1	22
median	38
Q3	62
95-th percentile	112.4
Maximum	289
Range	283
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	32.885012
Coefficient of variation (CV)	0.7088553
Kurtosis	3.8502078
Mean	46.391714
Median Absolute Deviation (MAD)	18
Skewness	1.5242909
Sum	73902
Variance	1081.424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	41	2.6%
24	36	2.3%
15	35	2.2%
18	35	2.2%
23	34	2.1%
14	33	2.1%
20	33	2.1%
31	32	2.0%
38	31	1.9%
27	30	1.9%
Other values (134)	1253	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	3	0.2%
7	4	0.3%
8	14	0.9%
9	14	0.9%
10	27	1.7%
11	26	1.6%
12	29	1.8%
13	28	1.8%
14	33	2.1%
15	35	2.2%

Value	Count	Frequency (%)
289	1	0.1%
278	1	0.1%
165	1	0.1%
160	1	0.1%
155	1	0.1%
153	1	0.1%
152	1	0.1%
151	2	0.1%
149	1	0.1%
148	2	0.1%

density
Real number (ℝ)

HIGH CORRELATION

Distinct	436
Distinct (%)	27.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.213269

Minimum	0.99007
Maximum	100.369
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.99007
5-th percentile	0.9936
Q1	0.9956
median	0.99675
Q3	0.99784
95-th percentile	1
Maximum	100.369
Range	99.37893
Interquartile range (IQR)	0.00224

Descriptive statistics

Standard deviation	9.6819673
Coefficient of variation (CV)	4.37451
Kurtosis	96.109741
Mean	2.213269
Median Absolute Deviation (MAD)	0.00113
Skewness	9.7849667
Sum	3525.7375
Variance	93.740491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9972	36	2.3%
0.9968	35	2.2%
0.9976	35	2.2%
0.998	29	1.8%
0.9962	28	1.8%
0.9978	26	1.6%
0.9964	25	1.6%
0.997	24	1.5%
0.9994	24	1.5%
0.9982	23	1.4%
Other values (426)	1308	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.99007	2	0.1%
0.9902	1	0.1%
0.99064	2	0.1%
0.9908	1	0.1%
0.99084	1	0.1%
0.9912	1	0.1%
0.9915	1	0.1%
0.99154	1	0.1%
0.99157	1	0.1%
0.9916	2	0.1%

Value	Count	Frequency (%)
100.369	2	0.1%
100.315	3	0.2%
100.289	1	0.1%
100.242	2	0.1%
100.025	1	0.1%
100.024	1	0.1%
100.015	2	0.1%
100.012	1	0.1%
100.005	2	0.1%
10.032	1	0.1%

pH
Real number (ℝ)

HIGH CORRELATION

Distinct	89
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3112241

Minimum	2.74
Maximum	4.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	2.74
5-th percentile	3.06
Q1	3.21
median	3.31
Q3	3.4
95-th percentile	3.57
Maximum	4.01
Range	1.27
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.15419004
Coefficient of variation (CV)	0.046565873
Kurtosis	0.82657442
Mean	3.3112241
Median Absolute Deviation (MAD)	0.1
Skewness	0.19454285
Sum	5274.78
Variance	0.023774568
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.3	57	3.6%
3.36	56	3.5%
3.26	53	3.3%
3.38	48	3.0%
3.39	48	3.0%
3.29	46	2.9%
3.32	44	2.8%
3.34	43	2.7%
3.28	42	2.6%
3.22	39	2.4%
Other values (79)	1117	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.74	1	0.1%
2.86	1	0.1%
2.87	1	0.1%
2.88	2	0.1%
2.89	4	0.3%
2.9	1	0.1%
2.92	4	0.3%
2.93	3	0.2%
2.94	4	0.3%
2.95	1	0.1%

Value	Count	Frequency (%)
4.01	2	0.1%
3.9	2	0.1%
3.85	1	0.1%
3.78	2	0.1%
3.75	1	0.1%
3.74	1	0.1%
3.72	3	0.2%
3.71	4	0.3%
3.7	1	0.1%
3.69	4	0.3%

sulphates
Real number (ℝ)

Distinct	96
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.65805399

Minimum	0.33
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	0.33
5-th percentile	0.47
Q1	0.55
median	0.62
Q3	0.73
95-th percentile	0.93
Maximum	2
Range	1.67
Interquartile range (IQR)	0.18

Descriptive statistics

Standard deviation	0.1696915
Coefficient of variation (CV)	0.25786866
Kurtosis	11.715065
Mean	0.65805399
Median Absolute Deviation (MAD)	0.08
Skewness	2.4304745
Sum	1048.28
Variance	0.028795206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	69	4.3%
0.58	68	4.3%
0.54	68	4.3%
0.62	61	3.8%
0.56	60	3.8%
0.57	55	3.5%
0.53	51	3.2%
0.59	51	3.2%
0.55	50	3.1%
0.63	48	3.0%
Other values (86)	1012	63.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.33	1	0.1%
0.37	2	0.1%
0.39	6	0.4%
0.4	4	0.3%
0.42	5	0.3%
0.43	8	0.5%
0.44	16	1.0%
0.45	12	0.8%
0.46	18	1.1%
0.47	19	1.2%

Value	Count	Frequency (%)
2	1	0.1%
1.98	1	0.1%
1.95	2	0.1%
1.62	1	0.1%
1.61	1	0.1%
1.59	1	0.1%
1.56	1	0.1%
1.36	3	0.2%
1.34	1	0.1%
1.33	1	0.1%

alcohol
Real number (ℝ)

Distinct	60
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.422379

Minimum	8.4
Maximum	14.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	8.4
5-th percentile	9.2
Q1	9.5
median	10.2
Q3	11.1
95-th percentile	12.5
Maximum	14.9
Range	6.5
Interquartile range (IQR)	1.6

Descriptive statistics

Standard deviation	1.0639167
Coefficient of variation (CV)	0.10208002
Kurtosis	0.18589245
Mean	10.422379
Median Absolute Deviation (MAD)	0.7
Skewness	0.8549597
Sum	16602.85
Variance	1.1319188
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.5	139	8.7%
9.4	103	6.5%
9.8	78	4.9%
9.2	72	4.5%
10	67	4.2%
10.5	67	4.2%
9.6	59	3.7%
9.3	59	3.7%
11	59	3.7%
9.7	54	3.4%
Other values (50)	836	52.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.4	2	0.1%
8.5	1	0.1%
8.7	2	0.1%
8.8	2	0.1%
9	30	1.9%
9.05	1	0.1%
9.1	23	1.4%
9.2	72	4.5%
9.25	1	0.1%
9.3	59	3.7%

Value	Count	Frequency (%)
14.9	1	0.1%
14	7	0.4%
13.6	4	0.3%
13.5	1	0.1%
13.4	3	0.2%
13.3	3	0.2%
13.2	1	0.1%
13.1	2	0.1%
13	6	0.4%
12.9	9	0.6%

quality
Real number (ℝ)

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6340239

Minimum	3
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.9 KiB

Quantile statistics

Minimum	3
5-th percentile	5
Q1	5
median	6
Q3	6
95-th percentile	7
Maximum	8
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.80810744
Coefficient of variation (CV)	0.14343344
Kurtosis	0.29728202
Mean	5.6340239
Median Absolute Deviation (MAD)	1
Skewness	0.22230465
Sum	8975
Variance	0.65303763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	681	42.7%
6	633	39.7%
7	198	12.4%
4	53	3.3%
8	18	1.1%
3	10	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	10	0.6%
4	53	3.3%
5	681	42.7%
6	633	39.7%
7	198	12.4%
8	18	1.1%

Value	Count	Frequency (%)
8	18	1.1%
7	198	12.4%
6	633	39.7%
5	681	42.7%
4	53	3.3%
3	10	0.6%

Auto

Heatmap
Table

	alcohol	chlorides	citric acid	density	fixed acidity	free sulfur dioxide	pH	quality	residual sugar	sulphates	total sulfur dioxide	volatile acidity
alcohol	1.000	-0.283	0.098	-0.461	-0.066	-0.082	0.180	0.479	0.119	0.206	-0.260	-0.224
chlorides	-0.283	1.000	0.111	0.411	0.248	0.003	-0.231	-0.189	0.216	0.023	0.133	0.160
citric acid	0.098	0.111	1.000	0.351	0.661	-0.074	-0.548	0.215	0.180	0.333	0.012	-0.610
density	-0.461	0.411	0.351	1.000	0.624	-0.040	-0.312	-0.176	0.423	0.163	0.131	0.024
fixed acidity	-0.066	0.248	0.661	0.624	1.000	-0.172	-0.706	0.116	0.227	0.215	-0.085	-0.277
free sulfur dioxide	-0.082	0.003	-0.074	-0.040	-0.172	1.000	0.114	-0.057	0.072	0.046	0.790	0.019
pH	0.180	-0.231	-0.548	-0.312	-0.706	0.114	1.000	-0.044	-0.094	-0.083	-0.012	0.234
quality	0.479	-0.189	0.215	-0.176	0.116	-0.057	-0.044	1.000	0.032	0.376	-0.200	-0.383
residual sugar	0.119	0.216	0.180	0.423	0.227	0.072	-0.094	0.032	1.000	0.040	0.143	0.029
sulphates	0.206	0.023	0.333	0.163	0.215	0.046	-0.083	0.376	0.040	1.000	-0.001	-0.326
total sulfur dioxide	-0.260	0.133	0.012	0.131	-0.085	0.790	-0.012	-0.200	0.143	-0.001	1.000	0.091
volatile acidity	-0.224	0.160	-0.610	0.024	-0.277	0.019	0.234	-0.383	0.029	-0.326	0.091	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	type	fixed acidity	volatile acidity	citric acid	residual sugar	chlorides	free sulfur dioxide	total sulfur dioxide	density	pH	sulphates	alcohol	quality
1632	Syrah	7.4	0.70	0.00	1.9	0.076	11.0	34.0	0.9978	3.51	0.56	9.4	5
1633	Syrah	7.8	0.88	0.00	2.6	0.098	25.0	67.0	0.9968	3.20	0.68	9.8	5
1634	Syrah	7.8	0.76	0.04	2.3	0.092	15.0	54.0	0.9970	3.26	0.65	9.8	5
1635	Syrah	11.2	0.28	0.56	1.9	0.075	17.0	60.0	0.9980	3.16	0.58	9.8	6
1636	Syrah	7.4	0.70	0.00	1.9	0.076	11.0	34.0	0.9978	3.51	0.56	9.4	5
1637	Syrah	7.4	0.66	0.00	1.8	0.075	13.0	40.0	0.9978	3.51	0.56	9.4	5
1638	Syrah	7.9	0.60	0.06	1.6	0.069	15.0	59.0	0.9964	3.30	0.46	9.4	5
1639	Syrah	7.3	0.65	0.00	1.2	0.065	15.0	21.0	0.9946	3.39	0.47	10	7
1640	Syrah	7.8	0.58	0.02	2.0	0.073	9.0	18.0	0.9968	3.36	0.57	9.5	7
1641	Syrah	7.5	0.50	0.36	6.1	0.071	17.0	102.0	0.9978	3.35	0.80	10.5	5

	type	fixed acidity	volatile acidity	citric acid	residual sugar	chlorides	free sulfur dioxide	total sulfur dioxide	density	pH	sulphates	alcohol	quality
3221	Syrah	6.6	0.725	0.20	7.8	0.073	29.0	79.0	0.99770	3.29	0.54	9.2	5
3222	Syrah	6.3	0.550	0.15	1.8	0.077	26.0	35.0	0.99314	3.32	0.82	11.6	6
3223	Syrah	5.4	0.740	0.09	1.7	0.089	16.0	26.0	0.99402	3.67	0.56	11.6	6
3224	Syrah	6.3	0.510	0.13	2.3	0.076	29.0	40.0	0.99574	3.42	0.75	11	6
3225	Syrah	6.8	0.620	0.08	1.9	0.068	28.0	38.0	0.99651	3.42	0.82	9.5	6
3226	Syrah	6.2	0.600	0.08	2.0	0.090	32.0	44.0	0.99490	3.45	0.58	10.5	5
3227	Syrah	5.9	0.550	0.10	2.2	0.062	39.0	51.0	0.99512	3.52	0.76	11.2	6
3228	Syrah	6.3	0.510	0.13	2.3	0.076	29.0	40.0	0.99574	3.42	0.75	11	6
3229	Syrah	5.9	0.645	0.12	2.0	0.075	32.0	44.0	0.99547	3.57	0.71	10.2	5
3230	Syrah	6.0	0.310	0.47	3.6	0.067	18.0	42.0	0.99549	3.39	0.66	11	6

Most frequently occurring

	type	fixed acidity	volatile acidity	citric acid	residual sugar	chlorides	free sulfur dioxide	total sulfur dioxide	density	pH	sulphates	alcohol	quality	# duplicates
22	Syrah	6.7	0.460	0.24	1.7	0.077	18.0	34.0	0.99480	3.39	0.60	10.6	6	4
52	Syrah	7.2	0.360	0.46	2.1	0.074	24.0	44.0	0.99534	3.40	0.85	11	7	4
63	Syrah	7.2	0.695	0.13	2.0	0.076	12.0	20.0	0.99546	3.29	0.54	10.1	5	4
81	Syrah	7.5	0.510	0.02	1.7	0.084	13.0	31.0	0.99538	3.36	0.54	10.5	6	4
5	Syrah	6.0	0.500	0.00	1.4	0.057	15.0	26.0	0.99448	3.36	0.45	9.5	5	3
12	Syrah	6.4	0.640	0.21	1.8	0.081	14.0	31.0	0.99689	3.59	0.66	9.8	5	3
39	Syrah	7.0	0.650	0.02	2.1	0.066	8.0	25.0	0.99720	3.47	0.67	9.5	6	3
40	Syrah	7.0	0.690	0.07	2.5	0.091	15.0	21.0	0.99572	3.38	0.60	11.3	6	3
60	Syrah	7.2	0.630	0.00	1.9	0.097	14.0	38.0	0.99675	3.37	0.58	9	6	3
104	Syrah	7.8	0.600	0.26	2.0	0.080	31.0	131.0	0.99622	3.21	0.52	9.9	5	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring